Overview

Dataset statistics

Number of variables62
Number of observations10027
Missing cells8748
Missing cells (%)1.4%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory1.5 MiB
Average record size in memory161.4 B

Variable types

CAT37
NUM25

Warnings

sysbp has 123 (1.2%) missing values Missing
diabp has 112 (1.1%) missing values Missing
pulse has 111 (1.1%) missing values Missing
wbc has 230 (2.3%) missing values Missing
mcv has 225 (2.2%) missing values Missing
plt has 227 (2.3%) missing values Missing
bun has 165 (1.6%) missing values Missing
glu has 186 (1.9%) missing values Missing
crea has 189 (1.9%) missing values Missing
cho has 172 (1.7%) missing values Missing
tg has 171 (1.7%) missing values Missing
hdl has 164 (1.6%) missing values Missing
ldl has 182 (1.8%) missing values Missing
crp has 163 (1.6%) missing values Missing
hbalc has 104 (1.0%) missing values Missing
ua has 163 (1.6%) missing values Missing
hgb has 228 (2.3%) missing values Missing
diabe has 117 (1.2%) missing values Missing
dyslipe has 245 (2.4%) missing values Missing
batha has 105 (1.0%) missing values Missing
joga has 160 (1.6%) missing values Missing
walk100a has 625 (6.2%) missing values Missing
cesd10 has 125 (1.2%) missing values Missing
slfmem has 130 (1.3%) missing values Missing
imrc has 1042 (10.4%) missing values Missing
dlrc has 1056 (10.5%) missing values Missing
ser7 has 185 (1.8%) missing values Missing
orient has 346 (3.5%) missing values Missing
draw has 224 (2.2%) missing values Missing
df_index has unique values Unique
cesd10 has 668 (6.7%) zeros Zeros
imrc has 228 (2.3%) zeros Zeros
dlrc has 1377 (13.7%) zeros Zeros
ser7 has 1577 (15.7%) zeros Zeros
orient has 599 (6.0%) zeros Zeros

Reproduction

Analysis started2020-10-13 08:13:36.405123
Analysis finished2020-10-13 08:15:42.509737
Duration2 minutes and 6.1 seconds
Software versionpandas-profiling v2.9.0
Download configurationconfig.yaml

Variables

df_index
Real number (ℝ≥0)

UNIQUE

Distinct10027
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5071.247432
Minimum0
Maximum10136
Zeros1
Zeros (%)< 0.1%
Memory size78.3 KiB

Quantile statistics

Minimum0
5-th percentile508.3
Q12528.5
median5075
Q37612.5
95-th percentile9630.7
Maximum10136
Range10136
Interquartile range (IQR)5084

Descriptive statistics

Standard deviation2930.336323
Coefficient of variation (CV)0.577833435
Kurtosis-1.204010245
Mean5071.247432
Median Absolute Deviation (MAD)2542
Skewness-0.001167268458
Sum50849398
Variance8586870.968
MonotocityStrictly increasing
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
20471< 0.1%
 
13461< 0.1%
 
95501< 0.1%
 
34031< 0.1%
 
13541< 0.1%
 
74971< 0.1%
 
54481< 0.1%
 
95421< 0.1%
 
33951< 0.1%
 
74891< 0.1%
 
Other values (10017)1001799.9%
 
ValueCountFrequency (%) 
01< 0.1%
 
11< 0.1%
 
21< 0.1%
 
31< 0.1%
 
41< 0.1%
 
ValueCountFrequency (%) 
101361< 0.1%
 
101351< 0.1%
 
101341< 0.1%
 
101331< 0.1%
 
101321< 0.1%
 

sysbp
Real number (ℝ≥0)

MISSING

Distinct319
Distinct (%)3.2%
Missing123
Missing (%)1.2%
Infinite0
Infinite (%)0.0%
Mean130.6423798
Minimum92
Maximum193
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB

Quantile statistics

Minimum92
5-th percentile102
Q1115
median127.3333359
Q3142.6666718
95-th percentile174.6416779
Maximum193
Range101
Interquartile range (IQR)27.66667175

Descriptive statistics

Standard deviation21.21253014
Coefficient of variation (CV)0.1623709649
Kurtosis0.2157576084
Mean130.6423798
Median Absolute Deviation (MAD)13.66667175
Skewness0.7396789789
Sum1293882.125
Variance449.9714661
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
120.3333359800.8%
 
125780.8%
 
127.6666641770.8%
 
121770.8%
 
115.6666641760.8%
 
124.6666641750.7%
 
111730.7%
 
129720.7%
 
117.6666641720.7%
 
116.3333359720.7%
 
Other values (309)915291.3%
 
(Missing)1231.2%
 
ValueCountFrequency (%) 
92460.5%
 
92.33333588140.1%
 
92.51< 0.1%
 
92.6666641260.1%
 
9380.1%
 
ValueCountFrequency (%) 
19360.1%
 
1923< 0.1%
 
191.51< 0.1%
 
191430.4%
 
190.666671870.1%
 

diabp
Real number (ℝ≥0)

MISSING

Distinct201
Distinct (%)2.0%
Missing112
Missing (%)1.1%
Infinite0
Infinite (%)0.0%
Mean75.86598969
Minimum50
Maximum112
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB

Quantile statistics

Minimum50
5-th percentile57.66666794
Q167.33333588
median75
Q383.66666412
95-th percentile97
Maximum112
Range62
Interquartile range (IQR)16.33332825

Descriptive statistics

Standard deviation11.9314785
Coefficient of variation (CV)0.1572704464
Kurtosis-0.07671521604
Mean75.86598969
Median Absolute Deviation (MAD)8
Skewness0.3659981787
Sum752211.3125
Variance142.3601685
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
72.666664121401.4%
 
74.333335881351.3%
 
751321.3%
 
75.666664121291.3%
 
70.333335881261.3%
 
69.333335881231.2%
 
71.666664121191.2%
 
81.666664121151.1%
 
741141.1%
 
76.666664121141.1%
 
Other values (191)866886.4%
 
ValueCountFrequency (%) 
50420.4%
 
50.33333206100.1%
 
50.66666794130.1%
 
51150.1%
 
51.33333206160.2%
 
ValueCountFrequency (%) 
1123< 0.1%
 
1111< 0.1%
 
110.3333359500.5%
 
11070.1%
 
109.666664170.1%
 

pulse
Real number (ℝ≥0)

MISSING

Distinct173
Distinct (%)1.7%
Missing111
Missing (%)1.1%
Infinite0
Infinite (%)0.0%
Mean72.32881165
Minimum50.33333206
Maximum102.3333359
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB

Quantile statistics

Minimum50.33333206
5-th percentile56.66666794
Q165.33333588
median71.66666412
Q378.66666412
95-th percentile90.66666412
Maximum102.3333359
Range52.00000381
Interquartile range (IQR)13.33332825

Descriptive statistics

Standard deviation10.19036579
Coefficient of variation (CV)0.140889436
Kurtosis0.06783174723
Mean72.32881165
Median Absolute Deviation (MAD)6.666664124
Skewness0.4081008136
Sum717212.5
Variance103.8435516
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
73.333335881621.6%
 
741501.5%
 
721481.5%
 
711481.5%
 
671471.5%
 
72.666664121371.4%
 
691351.3%
 
69.666664121341.3%
 
68.666664121331.3%
 
71.333335881331.3%
 
Other values (163)848984.7%
 
ValueCountFrequency (%) 
50.33333206570.6%
 
50.51< 0.1%
 
50.66666794180.2%
 
51160.2%
 
51.33333206140.1%
 
ValueCountFrequency (%) 
102.3333359600.6%
 
102100.1%
 
101.666664160.1%
 
101.333335970.1%
 
10190.1%
 

wbc
Real number (ℝ≥0)

MISSING

Distinct574
Distinct (%)5.9%
Missing230
Missing (%)2.3%
Infinite0
Infinite (%)0.0%
Mean6.241784096
Minimum3.099999905
Maximum12.19999981
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB

Quantile statistics

Minimum3.099999905
5-th percentile3.799999952
Q14.989999771
median6
Q37.199999809
95-th percentile9.699999809
Maximum12.19999981
Range9.100000381
Interquartile range (IQR)2.210000038

Descriptive statistics

Standard deviation1.813126564
Coefficient of variation (CV)0.2904821038
Kurtosis0.7906837463
Mean6.241784096
Median Absolute Deviation (MAD)1.099999905
Skewness0.8676626682
Sum61150.75781
Variance3.287427902
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
5.5999999052402.4%
 
5.3000001912262.3%
 
5.52182.2%
 
6.1999998092152.1%
 
5.0999999052152.1%
 
5.4000000952132.1%
 
5.9000000952132.1%
 
6.3000001912102.1%
 
52072.1%
 
5.8000001912062.1%
 
Other values (564)763476.1%
 
(Missing)2302.3%
 
ValueCountFrequency (%) 
3.0999999051211.2%
 
3.1199998861< 0.1%
 
3.1300001142< 0.1%
 
3.1400001051< 0.1%
 
3.1500000951< 0.1%
 
ValueCountFrequency (%) 
12.199999811051.0%
 
12.189999582< 0.1%
 
12.100000384< 0.1%
 
12100.1%
 
11.899999624< 0.1%
 

mcv
Real number (ℝ≥0)

MISSING

Distinct597
Distinct (%)6.1%
Missing225
Missing (%)2.2%
Infinite0
Infinite (%)0.0%
Mean90.66989136
Minimum64.40000153
Maximum109.8000031
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB

Quantile statistics

Minimum64.40000153
5-th percentile73.69999695
Q186.90000153
median91.40000153
Q395.69999695
95-th percentile102.8000031
Maximum109.8000031
Range45.40000153
Interquartile range (IQR)8.799995422

Descriptive statistics

Standard deviation8.211031914
Coefficient of variation (CV)0.09055963159
Kurtosis1.188105702
Mean90.66989136
Median Absolute Deviation (MAD)4.400001526
Skewness-0.7072603106
Sum888746.25
Variance67.42105103
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
911361.4%
 
901351.3%
 
891321.3%
 
941181.2%
 
931161.2%
 
881161.2%
 
951121.1%
 
921091.1%
 
109.80000311011.0%
 
64.599998471011.0%
 
Other values (587)862686.0%
 
(Missing)2252.2%
 
ValueCountFrequency (%) 
64.400001531< 0.1%
 
64.52< 0.1%
 
64.599998471011.0%
 
64.800003051< 0.1%
 
64.900001532< 0.1%
 
ValueCountFrequency (%) 
109.80000311011.0%
 
109.69999694< 0.1%
 
109.59999852< 0.1%
 
109.51999661< 0.1%
 
109.52< 0.1%
 

plt
Real number (ℝ≥0)

MISSING

Distinct342
Distinct (%)3.5%
Missing227
Missing (%)2.3%
Infinite0
Infinite (%)0.0%
Mean211.9114227
Minimum71
Maximum417
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB

Quantile statistics

Minimum71
5-th percentile104
Q1163
median208
Q3255
95-th percentile333
Maximum417
Range346
Interquartile range (IQR)92

Descriptive statistics

Standard deviation69.59709167
Coefficient of variation (CV)0.3284253776
Kurtosis0.1172441915
Mean211.9114227
Median Absolute Deviation (MAD)46
Skewness0.4376246035
Sum2076732
Variance4843.754883
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
4171041.0%
 
711031.0%
 
208710.7%
 
190700.7%
 
180690.7%
 
195670.7%
 
186670.7%
 
229670.7%
 
241670.7%
 
200650.6%
 
Other values (332)905090.3%
 
(Missing)2272.3%
 
ValueCountFrequency (%) 
711031.0%
 
722< 0.1%
 
734< 0.1%
 
745< 0.1%
 
7570.1%
 
ValueCountFrequency (%) 
4171041.0%
 
4163< 0.1%
 
4151< 0.1%
 
4145< 0.1%
 
4132< 0.1%
 

bun
Real number (ℝ≥0)

MISSING

Distinct744
Distinct (%)7.5%
Missing165
Missing (%)1.6%
Infinite0
Infinite (%)0.0%
Mean15.67527008
Minimum7.674739838
Maximum29.46652031
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB

Quantile statistics

Minimum7.674739838
5-th percentile9.523400307
Q112.54848003
median15.12539959
Q318.2064991
95-th percentile23.64043999
Maximum29.46652031
Range21.79178047
Interquartile range (IQR)5.658019066

Descriptive statistics

Standard deviation4.323834419
Coefficient of variation (CV)0.2758379579
Kurtosis0.50933671
Mean15.67527008
Median Absolute Deviation (MAD)2.772989273
Skewness0.7227713466
Sum154589.5156
Variance18.6955452
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
7.6747398381001.0%
 
29.46652031860.9%
 
15.88167440.4%
 
14.31311035410.4%
 
13.52882957400.4%
 
14.95734024390.4%
 
16.07773972380.4%
 
12.96862984380.4%
 
15.15340996370.4%
 
15.99370956370.4%
 
Other values (734)936293.4%
 
(Missing)1651.6%
 
ValueCountFrequency (%) 
7.6747398381001.0%
 
7.7307600983< 0.1%
 
7.7587699891< 0.1%
 
7.7867798811< 0.1%
 
7.8147897724< 0.1%
 
ValueCountFrequency (%) 
29.46652031860.9%
 
29.382490161< 0.1%
 
29.3544807470.1%
 
29.298460011< 0.1%
 
29.270450591< 0.1%
 

glu
Real number (ℝ≥0)

MISSING

Distinct801
Distinct (%)8.1%
Missing186
Missing (%)1.9%
Infinite0
Infinite (%)0.0%
Mean109.6849518
Minimum63.90000153
Maximum276.1199951
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB

Quantile statistics

Minimum63.90000153
5-th percentile82.08000183
Q194.5
median102.4199982
Q3113.7600021
95-th percentile165.2400055
Maximum276.1199951
Range212.2200012
Interquartile range (IQR)19.26000214

Descriptive statistics

Standard deviation31.02302742
Coefficient of variation (CV)0.2828375995
Kurtosis11.86091232
Mean109.6849518
Median Absolute Deviation (MAD)9.180000305
Skewness3.063208103
Sum1079409.625
Variance962.4282227
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
276.11999511001.0%
 
63.90000153890.9%
 
98.27999878710.7%
 
100.8000031680.7%
 
96.48000336680.7%
 
101.8799973660.7%
 
99.72000122640.6%
 
101.6999969640.6%
 
95.58000183630.6%
 
102.7799988630.6%
 
Other values (791)912591.0%
 
(Missing)1861.9%
 
ValueCountFrequency (%) 
63.90000153890.9%
 
64.440002443< 0.1%
 
64.620002753< 0.1%
 
65.160003662< 0.1%
 
65.699996952< 0.1%
 
ValueCountFrequency (%) 
276.11999511001.0%
 
273.42001342< 0.1%
 
272.70001221< 0.1%
 
271.9800111< 0.1%
 
271.26000983< 0.1%
 

crea
Real number (ℝ≥0)

MISSING

Distinct84
Distinct (%)0.9%
Missing189
Missing (%)1.9%
Infinite0
Infinite (%)0.0%
Mean0.7773051262
Minimum0.429399997
Maximum1.367300034
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB

Quantile statistics

Minimum0.429399997
5-th percentile0.5310999751
Q10.6441000104
median0.7570999861
Q30.8813999891
95-th percentile1.10739994
Maximum1.367300034
Range0.9379000664
Interquartile range (IQR)0.2372999787

Descriptive statistics

Standard deviation0.178770259
Coefficient of variation (CV)0.2299872339
Kurtosis0.6906537414
Mean0.7773051262
Median Absolute Deviation (MAD)0.1130000353
Skewness0.7354652882
Sum7647.12793
Variance0.03195880726
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.72320002322952.9%
 
0.7006000282822.8%
 
0.68930000072812.8%
 
0.75709998612772.8%
 
0.71189999582762.8%
 
0.64410001042702.7%
 
0.67799997332652.6%
 
0.76840001342572.6%
 
0.77969998122552.5%
 
0.66670000552542.5%
 
Other values (74)712671.1%
 
ValueCountFrequency (%) 
0.4293999971191.2%
 
0.4406999946190.2%
 
0.4519999921250.2%
 
0.4632999897260.3%
 
0.4745999873370.4%
 
ValueCountFrequency (%) 
1.3673000341051.0%
 
1.3559999475< 0.1%
 
1.34469997980.1%
 
1.3334000115< 0.1%
 
1.3221000435< 0.1%
 

cho
Real number (ℝ≥0)

MISSING

Distinct473
Distinct (%)4.8%
Missing172
Missing (%)1.7%
Infinite0
Infinite (%)0.0%
Mean193.2201233
Minimum115.9800034
Maximum300.7748108
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB

Quantile statistics

Minimum115.9800034
5-th percentile137.2429962
Q1167.0112
median190.2071991
Q3215.3361969
95-th percentile261.7282104
Maximum300.7748108
Range184.7947998
Interquartile range (IQR)48.32499695

Descriptive statistics

Standard deviation37.33860779
Coefficient of variation (CV)0.193243891
Kurtosis0.09159851819
Mean193.2201233
Median Absolute Deviation (MAD)24.35580444
Skewness0.4758174121
Sum1904184.375
Variance1394.171753
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
300.77481081031.0%
 
115.9800034900.9%
 
190.9803925610.6%
 
184.4082031580.6%
 
199.4855957570.6%
 
193.3000031540.5%
 
185.9546051540.5%
 
178.9958038530.5%
 
179.3824005520.5%
 
184.0216064500.5%
 
Other values (463)922392.0%
 
(Missing)1721.7%
 
ValueCountFrequency (%) 
115.9800034900.9%
 
116.36663< 0.1%
 
116.75319675< 0.1%
 
117.1398011< 0.1%
 
117.52639772< 0.1%
 
ValueCountFrequency (%) 
300.77481081031.0%
 
300.38821411< 0.1%
 
300.00158692< 0.1%
 
299.61499021< 0.1%
 
299.22839361< 0.1%
 

tg
Real number (ℝ≥0)

MISSING

Distinct488
Distinct (%)5.0%
Missing171
Missing (%)1.7%
Infinite0
Infinite (%)0.0%
Mean131.0766144
Minimum38.05500031
Maximum540.7349854
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB

Quantile statistics

Minimum38.05500031
5-th percentile49.56000137
Q175.22499847
median106.1999969
Q3154.875
95-th percentile304.4400024
Maximum540.7349854
Range502.6799927
Interquartile range (IQR)79.65000153

Descriptive statistics

Standard deviation87.058815
Coefficient of variation (CV)0.664182663
Kurtosis6.306576729
Mean131.0766144
Median Absolute Deviation (MAD)36.28499603
Skewness2.250136375
Sum1291891.125
Variance7579.237305
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
38.055000311101.1%
 
74.33999634991.0%
 
540.7349854950.9%
 
77.87999725890.9%
 
79.65000153880.9%
 
72.56999969860.9%
 
86.73000336860.9%
 
80.53500366860.9%
 
85.84500122850.8%
 
63.72000122840.8%
 
Other values (478)894889.2%
 
(Missing)1711.7%
 
ValueCountFrequency (%) 
38.055000311101.1%
 
38.93999863180.2%
 
39.82500076170.2%
 
40.70999908210.2%
 
41.59500122220.2%
 
ValueCountFrequency (%) 
540.7349854950.9%
 
539.84997561< 0.1%
 
538.08001711< 0.1%
 
533.65502931< 0.1%
 
530.11499021< 0.1%
 

hdl
Real number (ℝ≥0)

MISSING

Distinct194
Distinct (%)2.0%
Missing164
Missing (%)1.6%
Infinite0
Infinite (%)0.0%
Mean50.94398499
Minimum22.42280006
Maximum97.03659821
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB

Quantile statistics

Minimum22.42280006
5-th percentile29.76819992
Q140.20640182
median49.09820175
Q359.92300034
95-th percentile78.09320068
Maximum97.03659821
Range74.61380005
Interquartile range (IQR)19.71659851

Descriptive statistics

Standard deviation14.82688141
Coefficient of variation (CV)0.2910428345
Kurtosis0.3659645021
Mean50.94398499
Median Absolute Deviation (MAD)9.664997101
Skewness0.647516191
Sum502460.5312
Variance219.8364105
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
48.325000761301.3%
 
49.098201751261.3%
 
45.618801121221.2%
 
47.938400271201.2%
 
51.80440141151.1%
 
52.191001891141.1%
 
44.072399141131.1%
 
45.232200621131.1%
 
47.165199281131.1%
 
44.845600131121.1%
 
Other values (184)868586.6%
 
(Missing)1641.6%
 
ValueCountFrequency (%) 
22.422800061061.1%
 
22.8094005670.1%
 
23.1959991580.1%
 
23.5825996490.1%
 
23.9692001390.1%
 
ValueCountFrequency (%) 
97.03659821981.0%
 
96.6500015370.1%
 
96.263397222< 0.1%
 
95.876800543< 0.1%
 
95.490196234< 0.1%
 

ldl
Real number (ℝ≥0)

MISSING

Distinct444
Distinct (%)4.5%
Missing182
Missing (%)1.8%
Infinite0
Infinite (%)0.0%
Mean116.2473068
Minimum37.88679886
Maximum210.3103943
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB

Quantile statistics

Minimum37.88679886
5-th percentile64.56220245
Q192.78399658
median114.0469971
Q3136.8563995
95-th percentile177.0628052
Maximum210.3103943
Range172.4235992
Interquartile range (IQR)44.07240295

Descriptive statistics

Standard deviation33.94202042
Coefficient of variation (CV)0.2919811308
Kurtosis0.116226241
Mean116.2473068
Median Absolute Deviation (MAD)22.03619385
Skewness0.344818294
Sum1144454.75
Variance1152.060791
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
210.31039431071.1%
 
37.886798861051.0%
 
112.1139984620.6%
 
113.6604004560.6%
 
121.0057983560.6%
 
120.2325974560.6%
 
117.913002550.5%
 
119.0727997550.5%
 
126.8048019540.5%
 
109.4077988540.5%
 
Other values (434)918591.6%
 
(Missing)1821.8%
 
ValueCountFrequency (%) 
37.886798861051.0%
 
38.273399351< 0.1%
 
38.659999852< 0.1%
 
39.046600341< 0.1%
 
39.433200841< 0.1%
 
ValueCountFrequency (%) 
210.31039431071.1%
 
209.92379763< 0.1%
 
209.15060424< 0.1%
 
208.76400761< 0.1%
 
208.37739562< 0.1%
 

crp
Real number (ℝ≥0)

MISSING

Distinct1083
Distinct (%)11.0%
Missing163
Missing (%)1.6%
Infinite0
Infinite (%)0.0%
Mean2.528791666
Minimum0.1899999976
Maximum37.02000046
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB

Quantile statistics

Minimum0.1899999976
5-th percentile0.2800000012
Q10.5500000119
median1.039999962
Q32.180000067
95-th percentile8.976999283
Maximum37.02000046
Range36.83000183
Interquartile range (IQR)1.630000055

Descriptive statistics

Standard deviation5.149011612
Coefficient of variation (CV)2.036154985
Kurtosis26.96956253
Mean2.528791666
Median Absolute Deviation (MAD)0.5999999642
Skewness4.935836792
Sum24944
Variance26.51231956
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.18999999761111.1%
 
37.020000461001.0%
 
0.4499999881930.9%
 
0.3899999857920.9%
 
0.4900000095860.9%
 
0.4699999988860.9%
 
0.4399999976850.8%
 
0.400000006820.8%
 
0.349999994800.8%
 
0.5790.8%
 
Other values (1073)897089.5%
 
(Missing)1631.6%
 
ValueCountFrequency (%) 
0.18999999761111.1%
 
0.200000003240.2%
 
0.2099999934450.4%
 
0.2199999988370.4%
 
0.2300000042330.3%
 
ValueCountFrequency (%) 
37.020000461001.0%
 
36.700000761< 0.1%
 
36.349998471< 0.1%
 
36.200000762< 0.1%
 
36.099998471< 0.1%
 

hbalc
Real number (ℝ≥0)

MISSING

Distinct51
Distinct (%)0.5%
Missing104
Missing (%)1.0%
Infinite0
Infinite (%)0.0%
Mean5.252303123
Minimum4.099999905
Maximum9.100000381
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB

Quantile statistics

Minimum4.099999905
5-th percentile4.5
Q14.900000095
median5.099999905
Q35.400000095
95-th percentile6.400000095
Maximum9.100000381
Range5.000000477
Interquartile range (IQR)0.5

Descriptive statistics

Standard deviation0.7225146294
Coefficient of variation (CV)0.1375614852
Kurtosis10.73605061
Mean5.252303123
Median Absolute Deviation (MAD)0.2999997139
Skewness2.740002155
Sum52118.60156
Variance0.5220273733
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
59579.5%
 
5.0999999059569.5%
 
5.1999998099399.4%
 
4.9000000958698.7%
 
5.3000001918198.2%
 
4.8000001917497.5%
 
5.4000000956826.8%
 
5.55515.5%
 
4.6999998095385.4%
 
5.5999999053793.8%
 
Other values (41)248424.8%
 
ValueCountFrequency (%) 
4.0999999051161.2%
 
4.199999809570.6%
 
4.300000191910.9%
 
4.4000000951721.7%
 
4.52482.5%
 
ValueCountFrequency (%) 
9.1000003811041.0%
 
960.1%
 
8.8999996194< 0.1%
 
8.8000001914< 0.1%
 
8.69999980960.1%
 

ua
Real number (ℝ≥0)

MISSING

Distinct2500
Distinct (%)25.3%
Missing163
Missing (%)1.6%
Infinite0
Infinite (%)0.0%
Mean4.443844795
Minimum2.14199996
Maximum8.159760475
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB

Quantile statistics

Minimum2.14199996
5-th percentile2.687999964
Q13.564960003
median4.296600342
Q35.160960197
95-th percentile6.736800194
Maximum8.159760475
Range6.017760277
Interquartile range (IQR)1.596000195

Descriptive statistics

Standard deviation1.225451946
Coefficient of variation (CV)0.2757638991
Kurtosis0.3011808991
Mean4.443844795
Median Absolute Deviation (MAD)0.7820403576
Skewness0.6494054198
Sum43834.08594
Variance1.501732469
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
2.14199996981.0%
 
8.159760475971.0%
 
4.278960228170.2%
 
4.06896019170.2%
 
4.415040016170.2%
 
4.151279926160.2%
 
4.112639904160.2%
 
3.635519981160.2%
 
4.455359936160.2%
 
4.63176012160.2%
 
Other values (2490)953895.1%
 
(Missing)1631.6%
 
ValueCountFrequency (%) 
2.14199996981.0%
 
2.1436800962< 0.1%
 
2.1453599931< 0.1%
 
2.1503999231< 0.1%
 
2.1537599561< 0.1%
 
ValueCountFrequency (%) 
8.159760475971.0%
 
8.1563997271< 0.1%
 
8.1530399321< 0.1%
 
8.1429595951< 0.1%
 
8.1412801741< 0.1%
 

htc
Real number (ℝ≥0)

Distinct581
Distinct (%)5.8%
Missing8
Missing (%)0.1%
Infinite0
Infinite (%)0.0%
Mean41.43410492
Minimum26.77000046
Maximum57.59999847
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB

Quantile statistics

Minimum26.77000046
5-th percentile30.39999962
Q137.79999924
median41.5
Q345.20000076
95-th percentile51.40000153
Maximum57.59999847
Range30.82999802
Interquartile range (IQR)7.400001526

Descriptive statistics

Standard deviation6.01456213
Coefficient of variation (CV)0.1451596916
Kurtosis0.1493725926
Mean41.43410492
Median Absolute Deviation (MAD)3.700000763
Skewness0.04498267919
Sum415128.3125
Variance36.17495728
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
30.399999622382.4%
 
431461.5%
 
401461.5%
 
421291.3%
 
381261.3%
 
411251.2%
 
441211.2%
 
391211.2%
 
57.599998471121.1%
 
26.770000461071.1%
 
Other values (571)864886.2%
 
ValueCountFrequency (%) 
26.770000461071.1%
 
26.799999244< 0.1%
 
26.879999161< 0.1%
 
26.899999622< 0.1%
 
26.930000311< 0.1%
 
ValueCountFrequency (%) 
57.599998471121.1%
 
57.54< 0.1%
 
57.450000761< 0.1%
 
57.400001533< 0.1%
 
57.299999242< 0.1%
 

hgb
Real number (ℝ≥0)

MISSING

Distinct126
Distinct (%)1.3%
Missing228
Missing (%)2.3%
Infinite0
Infinite (%)0.0%
Mean14.3417902
Minimum9.300000191
Maximum21.79999924
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB

Quantile statistics

Minimum9.300000191
5-th percentile11.30000019
Q113
median14.19999981
Q315.5
95-th percentile17.79999924
Maximum21.79999924
Range12.49999905
Interquartile range (IQR)2.5

Descriptive statistics

Standard deviation2.072489977
Coefficient of variation (CV)0.1445070654
Kurtosis1.446860194
Mean14.3417902
Median Absolute Deviation (MAD)1.199999809
Skewness0.6121113896
Sum140535.2031
Variance4.29521513
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
14.199999812382.4%
 
13.699999812322.3%
 
13.600000382272.3%
 
13.899999622262.3%
 
13.399999622142.1%
 
14.899999622132.1%
 
142112.1%
 
13.100000382102.1%
 
14.300000192082.1%
 
14.52062.1%
 
Other values (116)761475.9%
 
(Missing)2282.3%
 
ValueCountFrequency (%) 
9.3000001911021.0%
 
9.39999961990.1%
 
9.570.1%
 
9.60000038160.1%
 
9.69999980990.1%
 
ValueCountFrequency (%) 
21.79999924961.0%
 
21.7000007660.1%
 
21.600000383< 0.1%
 
21.560.1%
 
21.399999622< 0.1%
 

hibpe
Categorical

Distinct2
Distinct (%)< 0.1%
Missing75
Missing (%)0.7%
Memory size9.9 KiB
0.no
7235 
1.yes
2717 
ValueCountFrequency (%) 
0.no723572.2%
 
1.yes271727.1%
 
(Missing)750.7%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.263488581
Min length3

diabe
Categorical

MISSING

Distinct2
Distinct (%)< 0.1%
Missing117
Missing (%)1.2%
Memory size9.9 KiB
0.no
9258 
1.yes
 
652
ValueCountFrequency (%) 
0.no925892.3%
 
1.yes6526.5%
 
(Missing)1171.2%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.053355939
Min length3

cancre
Categorical

Distinct2
Distinct (%)< 0.1%
Missing59
Missing (%)0.6%
Memory size9.9 KiB
0.no
9861 
1.yes
 
107
ValueCountFrequency (%) 
0.no986198.3%
 
1.yes1071.1%
 
(Missing)590.6%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.004787075
Min length3

lunge
Categorical

Distinct2
Distinct (%)< 0.1%
Missing55
Missing (%)0.5%
Memory size9.9 KiB
0.no
8885 
1.yes
1087 
ValueCountFrequency (%) 
0.no888588.6%
 
1.yes108710.8%
 
(Missing)550.5%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.10292211
Min length3

hearte
Categorical

Distinct2
Distinct (%)< 0.1%
Missing71
Missing (%)0.7%
Memory size9.9 KiB
0.no
8698 
1.yes
1258 
ValueCountFrequency (%) 
0.no869886.7%
 
1.yes125812.5%
 
(Missing)710.7%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.118380373
Min length3

stroke
Categorical

Distinct2
Distinct (%)< 0.1%
Missing38
Missing (%)0.4%
Memory size9.9 KiB
0.no
9700 
1.yes
 
289
ValueCountFrequency (%) 
0.no970096.7%
 
1.yes2892.9%
 
(Missing)380.4%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.025032412
Min length3

psyche
Categorical

Distinct2
Distinct (%)< 0.1%
Missing51
Missing (%)0.5%
Memory size9.9 KiB
0.no
9840 
1.yes
 
136
ValueCountFrequency (%) 
0.no984098.1%
 
1.yes1361.4%
 
(Missing)510.5%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.008477112
Min length3

arthre
Categorical

Distinct2
Distinct (%)< 0.1%
Missing32
Missing (%)0.3%
Memory size9.9 KiB
0.no
6320 
1.yes
3675 
ValueCountFrequency (%) 
0.no632063.0%
 
1.yes367536.7%
 
(Missing)320.3%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.363319039
Min length3

dyslipe
Categorical

MISSING

Distinct2
Distinct (%)< 0.1%
Missing245
Missing (%)2.4%
Memory size9.9 KiB
0.no
8793 
1.yes
989 
ValueCountFrequency (%) 
0.no879387.7%
 
1.yes9899.9%
 
(Missing)2452.4%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.074199661
Min length3

livere
Categorical

Distinct2
Distinct (%)< 0.1%
Missing96
Missing (%)1.0%
Memory size9.9 KiB
0.no
9563 
1.yes
 
368
ValueCountFrequency (%) 
0.no956395.4%
 
1.yes3683.7%
 
(Missing)961.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.027126758
Min length3

kidneye
Categorical

Distinct2
Distinct (%)< 0.1%
Missing83
Missing (%)0.8%
Memory size9.9 KiB
0.no
9307 
1.yes
 
637
ValueCountFrequency (%) 
0.no930792.8%
 
1.yes6376.4%
 
(Missing)830.8%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.055250823
Min length3

digeste
Categorical

Distinct2
Distinct (%)< 0.1%
Missing41
Missing (%)0.4%
Memory size9.9 KiB
0.no
7608 
1.yes
2378 
ValueCountFrequency (%) 
0.no760875.9%
 
1.yes237823.7%
 
(Missing)410.4%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.233070709
Min length3

asthmae
Categorical

Distinct2
Distinct (%)< 0.1%
Missing46
Missing (%)0.5%
Memory size9.9 KiB
0.no
9482 
1.yes
 
499
ValueCountFrequency (%) 
0.no948294.6%
 
1.yes4995.0%
 
(Missing)460.5%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.045178019
Min length3

memrye
Categorical

Distinct2
Distinct (%)< 0.1%
Missing40
Missing (%)0.4%
Memory size9.9 KiB
0.no
9804 
1.yes
 
183
ValueCountFrequency (%) 
0.no980497.8%
 
1.yes1831.8%
 
(Missing)400.4%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.014261494
Min length3

dressa
Categorical

Distinct2
Distinct (%)< 0.1%
Missing97
Missing (%)1.0%
Memory size9.9 KiB
0.No
9461 
1.Yes
 
469
ValueCountFrequency (%) 
0.No946194.4%
 
1.Yes4694.7%
 
(Missing)971.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.03709983
Min length3

batha
Categorical

MISSING

Distinct2
Distinct (%)< 0.1%
Missing105
Missing (%)1.0%
Memory size9.9 KiB
0.No
9342 
1.Yes
 
580
ValueCountFrequency (%) 
0.No934293.2%
 
1.Yes5805.8%
 
(Missing)1051.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.047372095
Min length3

eata
Categorical

Distinct2
Distinct (%)< 0.1%
Missing97
Missing (%)1.0%
Memory size9.9 KiB
0.No
9676 
1.Yes
 
254
ValueCountFrequency (%) 
0.No967696.5%
 
1.Yes2542.5%
 
(Missing)971.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.015657724
Min length3

beda
Categorical

Distinct2
Distinct (%)< 0.1%
Missing98
Missing (%)1.0%
Memory size9.9 KiB
0.No
9428 
1.Yes
 
501
ValueCountFrequency (%) 
0.No942894.0%
 
1.Yes5015.0%
 
(Missing)981.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.040191483
Min length3

toilta
Categorical

Distinct2
Distinct (%)< 0.1%
Missing97
Missing (%)1.0%
Memory size9.9 KiB
0.No
8746 
1.Yes
1184 
ValueCountFrequency (%) 
0.No874687.2%
 
1.Yes118411.8%
 
(Missing)971.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.1084073
Min length3

urina
Categorical

Distinct2
Distinct (%)< 0.1%
Missing98
Missing (%)1.0%
Memory size9.9 KiB
0.No
9514 
1.Yes
 
415
ValueCountFrequency (%) 
0.No951494.9%
 
1.Yes4154.1%
 
(Missing)981.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.03161464
Min length3

moneya
Categorical

Distinct2
Distinct (%)< 0.1%
Missing37
Missing (%)0.4%
Memory size9.9 KiB
0.No
8726 
1.Yes
1264 
ValueCountFrequency (%) 
0.No872687.0%
 
1.Yes126412.6%
 
(Missing)370.4%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.122369602
Min length3

medsa
Categorical

Distinct2
Distinct (%)< 0.1%
Missing20
Missing (%)0.2%
Memory size9.9 KiB
0.No
9354 
1.Yes
 
653
ValueCountFrequency (%) 
0.No935493.3%
 
1.Yes6536.5%
 
(Missing)200.2%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.06312955
Min length3

shopa
Categorical

Distinct2
Distinct (%)< 0.1%
Missing28
Missing (%)0.3%
Memory size9.9 KiB
0.No
9189 
1.Yes
 
810
ValueCountFrequency (%) 
0.No918991.6%
 
1.Yes8108.1%
 
(Missing)280.3%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.077989429
Min length3

mealsa
Categorical

Distinct2
Distinct (%)< 0.1%
Missing13
Missing (%)0.1%
Memory size9.9 KiB
0.No
9244 
1.Yes
 
770
ValueCountFrequency (%) 
0.No924492.2%
 
1.Yes7707.7%
 
(Missing)130.1%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.07549616
Min length3

housewka
Categorical

Distinct2
Distinct (%)< 0.1%
Missing14
Missing (%)0.1%
Memory size9.9 KiB
0.No
9167 
1.Yes
 
846
ValueCountFrequency (%) 
0.No916791.4%
 
1.Yes8468.4%
 
(Missing)140.1%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.082975965
Min length3

joga
Categorical

MISSING

Distinct2
Distinct (%)< 0.1%
Missing160
Missing (%)1.6%
Memory size9.9 KiB
1.yes
5249 
0.no
4618 
ValueCountFrequency (%) 
1.yes524952.3%
 
0.no461846.1%
 
(Missing)1601.6%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length5
Mean length4.50752967
Min length3

walk1kma
Categorical

Distinct2
Distinct (%)< 0.1%
Missing16
Missing (%)0.2%
Memory size9.9 KiB
0.no
8507 
1.yes
1504 
ValueCountFrequency (%) 
0.no850784.8%
 
1.yes150415.0%
 
(Missing)160.2%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.148399322
Min length3

walk100a
Categorical

MISSING

Distinct2
Distinct (%)< 0.1%
Missing625
Missing (%)6.2%
Memory size9.9 KiB
0.no
9244 
1.yes
 
158
ValueCountFrequency (%) 
0.no924492.2%
 
1.yes1581.6%
 
(Missing)6256.2%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length3.95342575
Min length3

chaira
Categorical

Distinct2
Distinct (%)< 0.1%
Missing9
Missing (%)0.1%
Memory size9.9 KiB
0.no
7134 
1.yes
2884 
ValueCountFrequency (%) 
0.no713471.1%
 
1.yes288428.8%
 
(Missing)90.1%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.28672584
Min length3

climsa
Categorical

Distinct2
Distinct (%)< 0.1%
Missing90
Missing (%)0.9%
Memory size9.9 KiB
0.no
5784 
1.yes
4153 
ValueCountFrequency (%) 
0.no578457.7%
 
1.yes415341.4%
 
(Missing)900.9%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.405205944
Min length3

stoopa
Categorical

Distinct2
Distinct (%)< 0.1%
Missing18
Missing (%)0.2%
Memory size9.9 KiB
0.no
6950 
1.yes
3059 
ValueCountFrequency (%) 
0.no695069.3%
 
1.yes305930.5%
 
(Missing)180.2%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.303281141
Min length3

lifta
Categorical

Distinct2
Distinct (%)< 0.1%
Missing14
Missing (%)0.1%
Memory size9.9 KiB
0.no
8877 
1.yes
1136 
ValueCountFrequency (%) 
0.no887788.5%
 
1.yes113611.3%
 
(Missing)140.1%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.111897876
Min length3

dimea
Categorical

Distinct2
Distinct (%)< 0.1%
Missing12
Missing (%)0.1%
Memory size9.9 KiB
0.no
9640 
1.yes
 
375
ValueCountFrequency (%) 
0.no964096.1%
 
1.yes3753.7%
 
(Missing)120.1%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.036202254
Min length3

armsa
Categorical

Distinct2
Distinct (%)< 0.1%
Missing8
Missing (%)0.1%
Memory size9.9 KiB
0.no
9011 
1.yes
1008 
ValueCountFrequency (%) 
0.no901189.9%
 
1.yes100810.1%
 
(Missing)80.1%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.099730727
Min length3

cesd10
Real number (ℝ≥0)

MISSING
ZEROS

Distinct31
Distinct (%)0.3%
Missing125
Missing (%)1.2%
Infinite0
Infinite (%)0.0%
Mean8.589981822
Minimum0
Maximum30
Zeros668
Zeros (%)6.7%
Memory size78.3 KiB

Quantile statistics

Minimum0
5-th percentile0
Q13
median7
Q312
95-th percentile21
Maximum30
Range30
Interquartile range (IQR)9

Descriptive statistics

Standard deviation6.373815601
Coefficient of variation (CV)0.7420057147
Kurtosis0.02051349682
Mean8.589981822
Median Absolute Deviation (MAD)4
Skewness0.7783636978
Sum85058
Variance40.62552532
MonotocityNot monotonic
Histogram with fixed size bins (bins=31)
ValueCountFrequency (%) 
38058.0%
 
06686.7%
 
66676.7%
 
46626.6%
 
56246.2%
 
75965.9%
 
25615.6%
 
95605.6%
 
85255.2%
 
104614.6%
 
Other values (21)377337.6%
 
ValueCountFrequency (%) 
06686.7%
 
14564.5%
 
25615.6%
 
38058.0%
 
46626.6%
 
ValueCountFrequency (%) 
30130.1%
 
29100.1%
 
28150.1%
 
27390.4%
 
26400.4%
 

shlta
Categorical

Distinct5
Distinct (%)< 0.1%
Missing12
Missing (%)0.1%
Memory size10.0 KiB
3.Fair
5006 
4.Poor
2427 
2.Good
1568 
1.Very good
561 
5.Very Poor
 
453
ValueCountFrequency (%) 
3.Fair500649.9%
 
4.Poor242724.2%
 
2.Good156815.6%
 
1.Very good5615.6%
 
5.Very Poor4534.5%
 
(Missing)120.1%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length11
Median length6
Mean length6.50204448
Min length3

slfmem
Categorical

MISSING

Distinct5
Distinct (%)0.1%
Missing130
Missing (%)1.3%
Memory size10.0 KiB
4.Fair
4416 
5.Poor
3745 
3.Good
1239 
2.Very Good
455 
1.Excellent
 
42
ValueCountFrequency (%) 
4.Fair441644.0%
 
5.Poor374537.3%
 
3.Good123912.4%
 
2.Very Good4554.5%
 
1.Excellent420.4%
 
(Missing)1301.3%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length11
Median length6
Mean length6.208935873
Min length3

imrc
Real number (ℝ≥0)

MISSING
ZEROS

Distinct11
Distinct (%)0.1%
Missing1042
Missing (%)10.4%
Infinite0
Infinite (%)0.0%
Mean3.973177518
Minimum0
Maximum10
Zeros228
Zeros (%)2.3%
Memory size78.3 KiB

Quantile statistics

Minimum0
5-th percentile1
Q13
median4
Q35
95-th percentile7
Maximum10
Range10
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.724339143
Coefficient of variation (CV)0.4339949914
Kurtosis0.09438544763
Mean3.973177518
Median Absolute Deviation (MAD)1
Skewness0.09981631544
Sum35699
Variance2.973345479
MonotocityNot monotonic
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%) 
4219721.9%
 
3178717.8%
 
5169316.9%
 
2104210.4%
 
69949.9%
 
74274.3%
 
14234.2%
 
02282.3%
 
81391.4%
 
9370.4%
 
(Missing)104210.4%
 
ValueCountFrequency (%) 
02282.3%
 
14234.2%
 
2104210.4%
 
3178717.8%
 
4219721.9%
 
ValueCountFrequency (%) 
10180.2%
 
9370.4%
 
81391.4%
 
74274.3%
 
69949.9%
 

dlrc
Real number (ℝ≥0)

MISSING
ZEROS

Distinct11
Distinct (%)0.1%
Missing1056
Missing (%)10.5%
Infinite0
Infinite (%)0.0%
Mean3.016274663
Minimum0
Maximum10
Zeros1377
Zeros (%)13.7%
Memory size78.3 KiB

Quantile statistics

Minimum0
5-th percentile0
Q12
median3
Q34
95-th percentile6
Maximum10
Range10
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.965409455
Coefficient of variation (CV)0.6516016194
Kurtosis-0.3573480524
Mean3.016274663
Median Absolute Deviation (MAD)1
Skewness0.1975196676
Sum27059
Variance3.862834325
MonotocityNot monotonic
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%) 
3182318.2%
 
4165516.5%
 
2143914.4%
 
0137713.7%
 
5111311.1%
 
16736.7%
 
65515.5%
 
72192.2%
 
8820.8%
 
9310.3%
 
(Missing)105610.5%
 
ValueCountFrequency (%) 
0137713.7%
 
16736.7%
 
2143914.4%
 
3182318.2%
 
4165516.5%
 
ValueCountFrequency (%) 
1080.1%
 
9310.3%
 
8820.8%
 
72192.2%
 
65515.5%
 

ser7
Real number (ℝ≥0)

MISSING
ZEROS

Distinct6
Distinct (%)0.1%
Missing185
Missing (%)1.8%
Infinite0
Infinite (%)0.0%
Mean2.743649665
Minimum0
Maximum5
Zeros1577
Zeros (%)15.7%
Memory size78.3 KiB

Quantile statistics

Minimum0
5-th percentile0
Q11
median2
Q35
95-th percentile5
Maximum5
Range5
Interquartile range (IQR)4

Descriptive statistics

Standard deviation1.999141877
Coefficient of variation (CV)0.7286432751
Kurtosis-1.673199334
Mean2.743649665
Median Absolute Deviation (MAD)2
Skewness-0.02585204803
Sum27003
Variance3.996568246
MonotocityNot monotonic
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%) 
5368936.8%
 
1236823.6%
 
0157715.7%
 
29959.9%
 
36526.5%
 
45615.6%
 
(Missing)1851.8%
 
ValueCountFrequency (%) 
0157715.7%
 
1236823.6%
 
29959.9%
 
36526.5%
 
45615.6%
 
ValueCountFrequency (%) 
5368936.8%
 
45615.6%
 
36526.5%
 
29959.9%
 
1236823.6%
 

orient
Real number (ℝ≥0)

MISSING
ZEROS

Distinct5
Distinct (%)0.1%
Missing346
Missing (%)3.5%
Infinite0
Infinite (%)0.0%
Mean2.888234686
Minimum0
Maximum4
Zeros599
Zeros (%)6.0%
Memory size78.3 KiB

Quantile statistics

Minimum0
5-th percentile0
Q12
median3
Q34
95-th percentile4
Maximum4
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.214881466
Coefficient of variation (CV)0.420631146
Kurtosis-0.155427703
Mean2.888234686
Median Absolute Deviation (MAD)1
Skewness-0.9206256867
Sum27961
Variance1.475936976
MonotocityNot monotonic
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
4397939.7%
 
3272627.2%
 
2149014.9%
 
18878.8%
 
05996.0%
 
(Missing)3463.5%
 
ValueCountFrequency (%) 
05996.0%
 
18878.8%
 
2149014.9%
 
3272627.2%
 
4397939.7%
 
ValueCountFrequency (%) 
4397939.7%
 
3272627.2%
 
2149014.9%
 
18878.8%
 
05996.0%
 

draw
Categorical

MISSING

Distinct2
Distinct (%)< 0.1%
Missing224
Missing (%)2.2%
Memory size9.9 KiB
1.yes
6097 
0.no
3706 
ValueCountFrequency (%) 
1.yes609760.8%
 
0.no370637.0%
 
(Missing)2242.2%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length5
Mean length4.58571856
Min length3

age
Real number (ℝ≥0)

Distinct531
Distinct (%)5.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean59.28314972
Minimum40
Maximum85
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB

Quantile statistics

Minimum40
5-th percentile45.91666794
Q151.83333206
median58.58333206
Q365.5
95-th percentile76.5
Maximum85
Range45
Interquartile range (IQR)13.66666794

Descriptive statistics

Standard deviation9.369192123
Coefficient of variation (CV)0.1580414027
Kurtosis-0.5344834328
Mean59.28314972
Median Absolute Deviation (MAD)6.833332062
Skewness0.3981751204
Sum594432.125
Variance87.78175354
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
53.91666794540.5%
 
56.66666794510.5%
 
59.75500.5%
 
56.33333206480.5%
 
58.58333206480.5%
 
57.58333206480.5%
 
62.58333206470.5%
 
48.16666794460.5%
 
60.58333206460.5%
 
48.58333206460.5%
 
Other values (521)954395.2%
 
ValueCountFrequency (%) 
402< 0.1%
 
40.166667942< 0.1%
 
40.252< 0.1%
 
40.416667942< 0.1%
 
40.583332061< 0.1%
 
ValueCountFrequency (%) 
851< 0.1%
 
84.916664121< 0.1%
 
84.833335883< 0.1%
 
84.752< 0.1%
 
84.583335881< 0.1%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

Sample

First rows

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33191.000000106.33333658.3333324.786.099998208.015.62958087.4800030.6554219.97540391.15499946.005402154.2534032.474.63.4473646.00000016.1000001.yes0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.no0.no0.no0.no0.no0.no0.no0.no0.no2.04.Poor3.Good6.07.05.03.00.no67.666664
44118.33333654.00000053.6666688.385.599998290.013.22072095.7600020.9040168.944199109.73999840.979599103.2221980.764.85.2012843.79999914.6000001.yes0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.No0.No0.No0.No1.Yes0.No0.No0.No0.No0.No0.No1.yes1.yes1.yes1.yes1.yes1.yes0.no0.no0.no6.04.Poor2.Very Good4.06.04.03.00.no79.333336
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Last rows

df_indexsysbpdiabppulsewbcmcvpltbunglucreachotghdlldlcrphbalcuahtchgbhibpediabecancrelungeheartestrokepsychearthredyslipeliverekidneyedigesteasthmaememryedressabathaeatabedatoiltaurinamoneyamedsashopamealsahousewkajogawalk1kmawalk100achairaclimsastoopaliftadimeaarmsacesd10shltaslfmemimrcdlrcser7orientdrawage
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